| Number of Variables | 15 |
|---|---|
| Number of Rows | 151 |
| Missing Cells | 0 |
| Missing Cells (%) | 0.0% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 17.8 KB |
| Average Row Size in Memory | 120.8 B |
| Variable Types |
|
| id is uniformly distributed | Uniform |
|---|---|
| id is skewed | Skewed |
| trestbps is skewed | Skewed |
| oldpeak is skewed | Skewed |
| sex has constant length 1 | Constant Length |
| cp has constant length 1 | Constant Length |
| fbs has constant length 1 | Constant Length |
| restecg has constant length 1 | Constant Length |
| exang has constant length 1 | Constant Length |
| slope has constant length 1 | Constant Length |
| ca has constant length 1 | Constant Length |
|---|---|
| thal has constant length 1 | Constant Length |
| target has constant length 1 | Constant Length |
| oldpeak has 53 (35.1%) zeros | Zeros |
numerical
| Approximate Distinct Count | 151 |
|---|---|
| Approximate Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 76 |
| Minimum | 1 |
| Maximum | 151 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 1 |
|---|---|
| 5-th Percentile | 8.5 |
| Q1 | 38.5 |
| Median | 76 |
| Q3 | 113.5 |
| 95-th Percentile | 143.5 |
| Maximum | 151 |
| Range | 150 |
| IQR | 75 |
| Mean | 76 |
|---|---|
| Standard Deviation | 43.734 |
| Variance | 1912.6667 |
| Sum | 11476 |
| Skewness | 0 |
| Kurtosis | -1.2001 |
| Coefficient of Variation | 0.5754 |
numerical
| Approximate Distinct Count | 37 |
|---|---|
| Approximate Unique (%) | 24.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 54.4967 |
| Minimum | 34 |
| Maximum | 77 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 34 |
|---|---|
| 5-th Percentile | 40 |
| Q1 | 48.5 |
| Median | 54 |
| Q3 | 61 |
| 95-th Percentile | 67.5 |
| Maximum | 77 |
| Range | 43 |
| IQR | 12.5 |
| Mean | 54.4967 |
|---|---|
| Standard Deviation | 8.9046 |
| Variance | 79.2917 |
| Sum | 8229 |
| Skewness | -0.1942 |
| Kurtosis | -0.5463 |
| Coefficient of Variation | 0.1634 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
numerical
| Approximate Distinct Count | 37 |
|---|---|
| Approximate Unique (%) | 24.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 132.0331 |
| Minimum | 94 |
| Maximum | 192 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 94 |
|---|---|
| 5-th Percentile | 110 |
| Q1 | 120 |
| Median | 130 |
| Q3 | 140 |
| 95-th Percentile | 167 |
| Maximum | 192 |
| Range | 98 |
| IQR | 20 |
| Mean | 132.0331 |
|---|---|
| Standard Deviation | 17.9099 |
| Variance | 320.7656 |
| Sum | 19937 |
| Skewness | 0.8043 |
| Kurtosis | 0.743 |
| Coefficient of Variation | 0.1356 |
numerical
| Approximate Distinct Count | 106 |
|---|---|
| Approximate Unique (%) | 70.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 244.5298 |
| Minimum | 131 |
| Maximum | 564 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 131 |
|---|---|
| 5-th Percentile | 173 |
| Q1 | 208 |
| Median | 239 |
| Q3 | 270 |
| 95-th Percentile | 326.5 |
| Maximum | 564 |
| Range | 433 |
| IQR | 62 |
| Mean | 244.5298 |
|---|---|
| Standard Deviation | 56.3322 |
| Variance | 3173.3174 |
| Sum | 36924 |
| Skewness | 1.5262 |
| Kurtosis | 6.191 |
| Coefficient of Variation | 0.2304 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
numerical
| Approximate Distinct Count | 71 |
|---|---|
| Approximate Unique (%) | 47.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 150.6291 |
| Minimum | 88 |
| Maximum | 195 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 88 |
|---|---|
| 5-th Percentile | 107 |
| Q1 | 136.5 |
| Median | 155 |
| Q3 | 168 |
| 95-th Percentile | 182 |
| Maximum | 195 |
| Range | 107 |
| IQR | 31.5 |
| Mean | 150.6291 |
|---|---|
| Standard Deviation | 23.4665 |
| Variance | 550.6749 |
| Sum | 22745 |
| Skewness | -0.5651 |
| Kurtosis | -0.2542 |
| Coefficient of Variation | 0.1558 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
numerical
| Approximate Distinct Count | 30 |
|---|---|
| Approximate Unique (%) | 19.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Memory Size | 2.4 KB |
| Mean | 0.9768 |
| Minimum | 0 |
| Maximum | 5.6 |
| Zeros | 53 |
| Zeros (%) | 35.1% |
| Negatives | 0 |
| Negatives (%) | 0.0% |
| Minimum | 0 |
|---|---|
| 5-th Percentile | 0 |
| Q1 | 0 |
| Median | 0.8 |
| Q3 | 1.6 |
| 95-th Percentile | 3 |
| Maximum | 5.6 |
| Range | 5.6 |
| IQR | 1.6 |
| Mean | 0.9768 |
|---|---|
| Standard Deviation | 1.086 |
| Variance | 1.1794 |
| Sum | 147.5 |
| Skewness | 1.2269 |
| Kurtosis | 1.4816 |
| Coefficient of Variation | 1.1118 |
categorical
| Approximate Distinct Count | 3 |
|---|---|
| Approximate Unique (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
categorical
| Approximate Distinct Count | 4 |
|---|---|
| Approximate Unique (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 2 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 2 |
| 5th row | 2 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |
categorical
| Approximate Distinct Count | 2 |
|---|---|
| Approximate Unique (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory Size | 9.7 KB |
| Mean | 1 |
|---|---|
| Standard Deviation | 0 |
| Median | 1 |
| Minimum | 1 |
| Maximum | 1 |
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
| Count | 0 |
|---|---|
| Lowercase Letter | 0 |
| Space Separator | 0 |
| Uppercase Letter | 0 |
| Dash Punctuation | 0 |
| Decimal Number | 151 |